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M6-Rec: Generative Pretrained Language Models are Open-Ended Recommender Systems



Zeyu Cui , Jianxin Ma , Chang Zhou , Jingren Zhou , Hongxia Yang

* 10 pages, 8 figures, proudly rejected by KDD 2022 

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Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning Framework



Peng Wang , An Yang , Rui Men , Junyang Lin , Shuai Bai , Zhikang Li , Jianxin Ma , Chang Zhou , Jingren Zhou , Hongxia Yang

* 23 pages, 11 figures 

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Edge-Cloud Polarization and Collaboration: A Comprehensive Survey



Jiangchao Yao , Shengyu Zhang , Yang Yao , Feng Wang , Jianxin Ma , Jianwei Zhang , Yunfei Chu , Luo Ji , Kunyang Jia , Tao Shen , Anpeng Wu , Fengda Zhang , Ziqi Tan , Kun Kuang , Chao Wu , Fei Wu , Jingren Zhou , Hongxia Yang

* 20 pages. Under Submission. arXiv admin note: text overlap with arXiv:2103.13630 by other authors 

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Learning to Rehearse in Long Sequence Memorization



Zhu Zhang , Chang Zhou , Jianxin Ma , Zhijie Lin , Jingren Zhou , Hongxia Yang , Zhou Zhao

* Accepted by ICML 2021 

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UFC-BERT: Unifying Multi-Modal Controls for Conditional Image Synthesis



Zhu Zhang , Jianxin Ma , Chang Zhou , Rui Men , Zhikang Li , Ming Ding , Jie Tang , Jingren Zhou , Hongxia Yang

* Under review 

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M6: A Chinese Multimodal Pretrainer



Junyang Lin , Rui Men , An Yang , Chang Zhou , Ming Ding , Yichang Zhang , Peng Wang , Ang Wang , Le Jiang , Xianyan Jia , Jie Zhang , Jianwei Zhang , Xu Zou , Zhikang Li , Xiaodong Deng , Jie Liu , Jinbao Xue , Huiling Zhou , Jianxin Ma , Jin Yu , Yong Li , Wei Lin , Jingren Zhou , Jie Tang , Hongxia Yang

* 12 pages, technical report 

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Inductive Granger Causal Modeling for Multivariate Time Series



Yunfei Chu , Xiaowei Wang , Jianxin Ma , Kunyang Jia , Jingren Zhou , Hongxia Yang

* 6 pages, 6 figures 

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Contrastive Learning for Debiased Candidate Generation in Large-Scale Recommender Systems



Chang Zhou , Jianxin Ma , Jianwei Zhang , Jingren Zhou , Hongxia Yang


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